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Welcome to Clief Notes. Here's where to start.
1. Go check out 📚Navigating The Course to see how to get around and what's here. 2. Start with The Foundation. Concepts, folder architecture, prompting framework. Everything else builds on this. 3. Check in at the bottom of each lesson. Polls, discussion posts, other members working through the same stuff. Use them. 4. When you're ready to build real things join in on our Biweekly competitions and win some real cash. ⭐ Competitions Mega Thread 5. If you are wanting to dive into the masterminds, grab all the past templates, artifacts and resources. Upgrade and head into the The Vault for Premium and The Drawing Room (VIP) for VIP 6. Post your work. Ask questions. Help others when you can. What are you here to build?
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🚨 New one in the NLP Logix series is live 🚨
Sat down with Katie Bakewell, a data scientist who's been building this since 2011, back when it was still just called "natural language processing" 🧮 She came up through math (DNA computing, time series on commodities) and thinks about problems like proofs, not recipes. What we get into: 🪨 The Indiana Jones "build me a chatbot" boulder she ran from in 2023 🚨 The 7 neural nets that "found" a signal that was completely fake 🏎️ A $5M Pagani vs a $100 Toyota, and why "best" is a trap 🤖 The first chatbot was built in 1966 (ELIZA)... these aren't new ideas 🐬 Meta's SAM3 turning hours of labeling dolphin fins into a single prompt 🧠 Why half the companies asking for AI are solving the wrong problem ▶️ Go watch 💬 Then drop a comment: What surprised you most, or what would you have asked her? Happy learning 🙌
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🤝 NEW: The Connection Hub is live
👋 Welcome to the Connection Hub - The Vault · Clief Notes So I was on the onboarding call this today, and one thing kept coming up that I couldn't stop thinking about: The biggest value of this new age isn't just the tools. It's the people. 👥 Specifically — people who understand AI the way THIS community teaches it. Not "prompt hacks" and not "10x your output" nonsense, but actually building systems, thinking in workflows, and treating AI like a real part of how you work. That's a rare group. And a lot of you told me the same thing: 💬 "I'd love to work with someone who gets this." 💬 "I want to break into [industry] but don't know anyone in it." 💬 "Who else here does what I do?" So instead of letting those connections happen by accident... I built a place for them. 👇 🗂️👋 Welcome to the Connection Hub - The Vault · Clief Notes It's a simple set of pages, split by industry. You find your corner, drop a quick intro about what you actually do and what you're looking for, and connect with people who speak your language.
Two roads, one blueprint — and the question I can't stop turning over
My friend B, in Thailand, posted his setup this morning and I had to smile, because I recognized every inch of it. Quick backstory: he's the builder/coder, I'm the courses-and-websites guy; we've known each other years. He'd built a little agent to help him read The Little Prince in Thai, I commented, and sent him the Quiet AI site. He went and actually read the gits — came back impressed. We got into it and I shared the principles I build by for this stuff — Jake Van Clief's ICM paper, basically, which I've been living inside for a while. His post: eight agents on his home machine, all on one Claude Code subscription. Diane (PM), Mort (accountant), Pam (admin), Chad (coach), Ingrid (PA), Zoey (content), Kru Nok (Thai teacher) — and Preston, the Chief of Staff, running the lot, able to spin up or rewrite any of them. Each with its own skills, MCPs, and a long-term Obsidian memory. He built them as side agents in Claude Code (the screenshot was great). The bit I loved: he writes about "Context Fetching" — the grind of digging up which files, which steps, in which order, before any real task even starts. His monthly finance close used to eat hours; now Mort runs it in ~30 min because the steps live in Mort, not his head ("the tireless robotic chairman," he called him). And when he wanted a dev on the team, he didn't crack open the source folder to hand-build an agent. He asked Preston to hire one — folder, skills, MCPs, prior-project context, all stood up by the Chief of Staff. The new dev, in his words: "anonymous, not yet born, but with a bright future on the team." I recognized all of it because it's the architecture I run. Cast of roles, one conductor, shared memory, and the hire-don't-build instinct. He came at it from the front end; I came up from the repo. Two roads, same shape — genuinely one of the more exciting things I've seen this year. The field's waking up and people are landing on real structure by feel. Here's what I keep turning over, though, and it's a question about my own build as much as his.
Two roads, one blueprint — and the question I can't stop turning over
ICM: Explained with a Simple Analogy
With this community growing at such a crazy rate and new people coming in every day, and with all the other AI info in the world right now, I figured I'd make an analogy to explain ICM in the simplest terms... See the PDF for the static analogy and the HTML which is a fun interactive way to learn ICM 😁 ---- All of this was created using ICM [and Anthropics generous fable 5 allowance] 😅
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